Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "166"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 166 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 219 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 214 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 166, Node 14:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.468234 -0.782406 -0.172433 0.727401 -0.162954 -0.874753 0.487138 0.982472 0.7940 0.8015 0.2490 18.018172 16.873148
2459593 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.038132 -1.194800 -0.422793 0.855178 -0.036171 -1.321696 -0.219925 0.360510 0.7266 0.7283 0.2507 5.869490 5.909247
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.031006 -1.188822 -0.831969 -1.281761 1.167339 -0.079767 1.594320 -0.085607 0.0279 0.0301 0.0014 nan nan
2459591 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.172846 -1.042043 0.020925 1.066209 0.334407 -1.230326 -0.312980 -0.496002 0.6710 0.6862 0.3657 5.080461 5.039421
2459590 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.178657 -0.664639 0.101577 1.290225 -0.246751 0.108900 0.439506 1.477652 0.6748 0.6848 0.3549 6.067748 5.962458
2459589 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.035422 -0.723153 0.215075 1.161467 0.326624 -0.871023 -0.129165 0.072413 0.7216 0.7199 0.2751 5.710953 5.814770
2459588 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.500740 -0.787333 -0.453750 0.986444 -0.569766 -0.875224 -0.142578 0.182244 0.7653 0.7488 0.2302 10.811051 8.538823
2459587 RF_maintenance 0.00% - - - 100.00% 0.00% 0.497075 -0.852310 0.089911 1.529021 1.771910 1.983481 1.754963 2.213975 nan nan nan 7.918154 8.091485
2459586 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.012812 -0.547616 0.606947 0.634542 0.137714 0.840291 -0.734803 0.354175 0.6689 0.6813 0.3429 3.905009 3.762375
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 158.862905 163.000169 inf inf 30.623615 16.322075 533.805419 1561.421787 nan nan nan 0.000000 0.000000
2459584 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.949270 -1.108124 1.020846 0.176948 0.632947 1.024132 -0.684442 -0.363043 0.6176 0.6296 0.3560 1.334866 0.000000
2459583 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.283656 -1.197062 -0.279581 -0.411853 -0.361330 -0.152561 -0.375774 1.023883 0.6761 0.6864 0.3717 2.501413 2.477284
2459582 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.350226 -0.913562 0.052035 -0.463276 0.024133 0.944351 -0.309722 0.692041 0.6805 0.6915 0.3758 4.799165 4.142636
2459581 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.196197 -1.171469 -0.843802 -0.388442 -0.154968 0.484073 -0.191431 0.666790 0.6789 0.6919 0.3757 4.031945 3.847929
2459580 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.296210 -1.032817 0.039461 -0.217523 0.683454 0.099231 -0.637653 0.475713 0.6812 0.6918 0.3711 5.442584 4.951875
2459579 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.030082 -0.914544 0.211723 -0.365256 0.013338 0.911898 0.057662 0.233606 0.6708 0.6819 0.3828 6.410702 6.449677
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.422665 -0.081748 -0.695757 0.074344 1.884859 -0.805438 -0.442659 -0.646436 0.0323 0.0372 0.0008 nan nan
2459577 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.907387 -0.927725 -0.676971 -0.534004 -0.176662 0.674070 0.212840 1.275785 0.6767 0.6881 0.3755 5.462315 5.460728
2459576 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.718264 -0.795834 -0.672366 -0.781112 -0.229398 -1.076126 0.856394 1.311188 0.7022 0.7137 0.3711 4.166275 3.981124
2459575 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.686039 -1.066866 -0.481019 -0.707260 -0.874465 -0.456532 -0.683132 -0.740899 0.7664 0.7717 0.3143 4.414364 4.594552
2459574 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.398424 -1.017606 -0.818283 -0.916819 0.427937 -1.490805 -0.784903 -0.239796 0.6966 0.7062 0.3731 4.511757 4.254566
2459573 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.122060 -0.669621 0.207092 -0.120514 -0.016532 0.150715 -0.000783 1.128445 0.6861 0.7053 0.3825 3.483198 3.562029
2459572 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.435923 -1.254360 -0.520529 -0.680604 -0.026050 -0.435477 0.082379 -0.109920 0.6942 0.7126 0.3780 4.503243 4.371754
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.212097 -0.086837 -0.656886 -0.089758 0.516168 -0.209013 -0.422393 -0.079239 0.0353 0.0395 0.0015 nan nan
2459570 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.650080 -0.483833 -0.804434 -0.719890 -0.642026 -0.563032 -1.074412 -0.799414 0.6638 0.6911 0.3523 0.000000 0.000000
2459569 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.102867 -1.047101 -0.697038 -0.656125 -0.573669 -0.629284 -0.736253 -0.589670 0.7803 0.7875 0.2228 6.862909 6.483332
2459566 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.914678 -1.135828 -0.342998 -0.348710 -0.341934 -0.619398 -0.655740 0.375733 0.6890 0.7053 0.3879 3.576720 3.346745
2459565 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459564 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.025753 -0.847425 0.366280 0.532338 1.250322 1.421491 0.203517 0.550392 0.7025 0.7101 0.3888 3.503922 3.312855
2459563 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.960451 -0.834359 0.525329 1.429465 0.018377 0.262165 0.010999 0.947732 0.6988 0.7102 0.3767 4.184426 3.792476
2459562 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.021518 -1.021438 -0.531242 -0.481065 -0.445685 -0.539358 0.245632 0.190120 0.7041 0.7177 0.3748 2.787103 2.801744
2459561 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.065645 -0.987687 -0.766398 -0.680826 -0.386588 -0.727160 0.169735 0.099549 0.7077 0.7198 0.3722 6.680948 5.590635
2459560 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.844399 -0.979520 -0.522251 -0.670661 -0.053543 -0.623394 0.057156 -0.258943 0.6977 0.7099 0.3887 3.169414 3.172663
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.157065 -1.287929 -0.657813 -0.719082 -0.517912 -0.866269 -0.003309 -0.179606 0.7020 0.7138 0.3733 3.552151 3.297493
2459558 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.285758 -0.848246 0.257263 -0.215595 -0.114363 -0.037606 -0.252706 0.704281 0.7016 0.7094 0.3872 6.040184 6.102612
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0294 0.0313 0.0008 nan nan
2459556 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.404758 -1.007450 0.075044 -0.440126 0.196519 -0.548576 -0.607586 -0.580585 0.7007 0.7080 0.3812 6.292286 6.370755
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7080 0.7184 0.3873 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7068 0.7167 0.3870 nan nan
2459552 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.336689 -1.087545 -0.027400 0.364662 0.695090 -1.334955 -0.532469 -0.665793 0.7021 0.7176 0.3867 3.896889 4.118847
2459551 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.592348 -0.960875 -0.722942 -0.787050 -0.620935 -0.822029 0.110648 -0.032596 0.6953 0.7157 0.3827 2.967293 3.023242
2459550 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0375 0.0370 0.0002 nan nan
2459549 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.550530 -0.849597 -0.270183 -0.211119 0.270255 -0.754900 -0.560641 -0.498624 0.6940 0.7128 0.3878 2.905610 3.087603
2459542 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.797740 -1.329826 -0.195887 -0.128160 -0.533048 1.117568 -0.381183 0.353612 0.7635 0.7666 0.3375 6.325673 6.934840
2459541 RF_maintenance 0.00% 1.34% 1.79% 0.00% 100.00% 0.00% -0.657373 -0.785017 0.029003 -0.315779 -0.447997 -1.287445 -0.977440 -0.787961 0.7555 0.7515 0.3138 9.425188 8.303901
2459540 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.315752 -0.937342 -0.935455 -0.771143 -0.742960 -0.766785 -0.398832 -0.205301 0.7644 0.7633 0.3250 4.411222 4.102126
2459536 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.989271 -0.800549 -0.205096 0.038054 -0.381049 -0.284967 -0.992777 -1.175714 0.7262 0.7325 0.4146 0.000000 0.000000
2459535 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.527684 -0.980015 -0.698099 -0.734627 -1.101681 -0.498639 -0.204922 0.632406 0.7864 0.7781 0.3492 0.813069 0.815803
2459534 RF_maintenance 100.00% 98.66% 98.66% 0.00% 100.00% 0.00% 3.778610 2.518135 -1.580861 -1.781855 2.421679 4.341170 8.360293 8.119951 0.1158 0.1292 0.0431 0.797043 0.797961
2459533 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.564653 -0.685110 0.239617 0.256274 -0.070932 -0.338503 -0.377210 -0.153708 0.7239 0.7295 0.3976 0.000000 0.000000
2459532 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.567594 -1.053252 0.311850 0.078716 0.265319 -0.839677 -0.569856 -0.304330 0.7229 0.7328 0.3966 3.615219 4.175935
2459530 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.544252 -0.892178 -0.597288 -0.616798 -0.298520 -0.463472 -0.304964 -0.190957 0.7394 0.7407 0.3921 0.931596 0.933457
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.286118 -0.668082 -0.155897 0.171568 -0.733038 0.078309 -0.645623 -0.703358 0.9045 0.9365 0.3007 0.000000 0.000000
2459523 RF_maintenance 0.00% - - - 100.00% 0.00% -0.199621 -0.525882 -0.714701 0.119069 1.676605 -0.649985 -0.556697 -0.698435 nan nan nan 0.000000 0.000000
2459522 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.546236 0.111913 0.047452 0.110272 2.904692 -0.646352 -0.898059 -0.635090 0.6940 0.7127 0.3007 0.000000 0.000000
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.090824 -0.053571 -0.814810 -0.561145 4.639123 -1.170702 -0.652612 -0.860381 0.0316 0.0402 0.0006 nan nan
2459508 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.770783 -0.987346 0.028422 -0.295560 0.086326 0.448516 -0.081610 -0.907454 0.9203 0.9595 0.1653 0.000000 0.000000
2459505 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.211725 -1.085094 0.002892 -0.859028 1.173945 -0.818830 -0.259272 -0.049327 0.1183 0.1136 0.0068 1.255280 1.250433
2459503 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.750801 -0.544957 0.552774 0.392510 0.156004 -0.176948 -0.545846 -0.664354 0.8678 0.8719 0.4564 0.000000 0.000000
2459501 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.577808 -0.624850 0.857547 0.718514 -0.250119 -0.184096 -0.855495 -1.064782 0.1867 0.1622 0.0303 0.000000 0.000000
2459500 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.693268 -0.219671 0.530941 0.633538 1.854138 0.988794 -0.938988 -0.870937 0.1821 0.1685 0.0309 0.000000 0.000000
2459499 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.774747 -0.537870 0.508244 0.476525 1.725150 0.940548 -0.271681 0.471170 0.1755 0.1569 0.0191 0.000000 0.000000
2459498 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.496902 -0.373852 0.583909 0.404680 1.539767 0.859857 -0.874991 -0.567347 0.1726 0.1552 0.0333 0.000000 0.000000
2459497 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.305277 -0.606352 0.801298 0.562196 2.562432 1.771139 -0.888287 -0.146842 0.2050 0.1678 0.0334 0.000000 0.000000
2459496 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.564863 -0.656195 0.375412 0.378601 2.008420 1.487580 -0.823552 -0.362736 0.9188 0.9336 0.3444 0.000000 0.000000
2459495 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.659843 -0.291844 0.195094 0.412601 1.885436 1.698516 -0.733928 -0.556389 0.9156 0.9288 0.3661 0.000000 0.000000
2459494 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.211332 -0.149982 0.287355 0.482630 2.892754 1.760373 -0.751898 -1.077441 0.9016 0.9182 0.3788 0.000000 0.000000
2459492 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.438350 -0.495064 -0.058381 -0.088767 -0.354817 -0.745699 -0.846175 -1.781706 0.7663 0.8098 0.2953 0.000000 0.000000
2459491 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.102569 -0.296993 -0.377022 -0.611443 0.452813 0.078566 -0.867123 0.156754 0.8037 0.8216 0.2375 0.000000 0.000000
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.861227 -0.722930 4.027700 -0.143727 20.294313 1.698007 87.624323 16.702106 0.7295 0.8035 0.3507 0.000000 0.000000
2459489 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.185938 -0.367744 -0.329917 -0.513933 -0.227537 -0.387126 -0.751853 -0.543886 0.7725 0.8118 0.2971 0.000000 0.000000
2459488 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.095436 -0.495666 -0.281873 0.191394 0.291966 -0.459265 -1.346032 -1.528949 0.7744 0.8152 0.3227 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 166: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 15.126818 12.430637 15.126818 2.469726 3.088996 0.109057 0.496487 3.212981 1.959185

Antenna 166: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Temporal Discontinuties 226.679104 6.109255 17.367896 1.761716 3.928448 15.881028 12.394326 160.011961 226.679104

Antenna 166: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 26.696761 3.450002 26.696761 1.398063 5.694398 9.062017 5.887556 9.274105 20.673839

Antenna 166: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 29.893241 29.893241 24.114934 7.235388 5.421680 4.006438 4.382616 8.440166 5.893535

Antenna 166: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 20.472063 20.472063 17.663483 3.485958 3.011992 1.276910 1.027000 6.772799 5.499902

Antenna 166: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 19.432844 17.225525 19.432844 3.016755 3.285287 1.429299 0.944438 11.187286 5.175904

Antenna 166: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 36.854189 30.967176 36.854189 7.025822 8.741691 12.676551 7.021751 10.652066 13.066171

Antenna 166: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Power inf 379.998179 885.905701 inf inf 2118.850845 6327.763122 8579.735866 25331.367619

Antenna 166: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Temporal Variability 21.251451 5.037227 7.125381 1.593705 2.455152 21.251451 2.025564 5.224108 3.685551

Antenna 166: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Temporal Variability 37.704423 9.679369 20.200127 2.342236 3.561121 37.704423 29.226935 17.562410 20.572354

Antenna 166: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Temporal Discontinuties 18.369991 4.221266 -0.015302 0.802087 0.857196 1.118231 3.051180 10.910580 18.369991

Antenna 166: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Temporal Discontinuties 6.756390 2.069001 1.924219 0.920088 0.726569 1.972157 0.373010 3.054074 6.756390

Antenna 166: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Temporal Discontinuties 122.910816 21.814971 24.111671 3.129514 3.545099 11.299010 6.671323 122.910816 55.089561

Antenna 166: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Temporal Discontinuties 28.170762 21.682299 4.812324 2.874421 1.169737 4.789952 1.046014 28.170762 8.427824

Antenna 166: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 28.639672 -0.201169 28.639672 1.099922 3.997109 1.287331 3.898178 1.784497 24.588123

Antenna 166: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Temporal Discontinuties 286.016291 33.371942 24.264457 9.967019 6.498853 11.301495 54.037471 47.576413 286.016291

Antenna 166: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 33.203533 33.203533 29.215278 8.269786 7.556102 6.671165 6.925169 26.106023 21.731634

Antenna 166: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Temporal Discontinuties 33.880987 27.780937 26.044239 4.037862 3.552411 2.930304 8.142115 16.896236 33.880987

Antenna 166: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 27.041163 27.041163 19.259155 4.188832 3.145425 9.678834 24.903944 5.392702 13.537503

Antenna 166: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 2.188071 2.156513 2.188071 0.664277 0.589371 1.048761 -1.316180 -0.668241 -0.547142

Antenna 166: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 2.656985 1.806104 2.656985 0.935660 0.968962 -0.481772 2.474123 -0.252439 -0.229742

Antenna 166: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 26.244913 9.190835 26.244913 5.077045 19.411423 5.551389 6.896264 6.509345 8.949896

Antenna 166: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 5.420397 2.404722 5.420397 1.832434 3.279436 0.502835 -0.454904 0.154013 -0.033481

Antenna 166: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 10.123281 10.123281 6.905745 3.236105 2.009820 -1.902664 -0.042375 0.320053 0.829775

Antenna 166: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 6.007153 2.957015 6.007153 2.280189 4.471122 0.338588 -0.725253 0.483531 0.135627

Antenna 166: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 26.169696 26.169696 1.078693 8.240882 7.104501 18.724663 5.233236 7.281760 1.627997

Antenna 166: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 3.280986 3.280986 1.912897 1.006273 0.383614 0.140101 0.348608 -0.672682 -0.287026

Antenna 166: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 4.705163 4.705163 2.757783 1.514931 0.539483 0.009762 0.157187 -0.165770 -0.060523

Antenna 166: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 3.248801 2.143406 3.248801 0.428905 0.952033 0.786899 0.431526 -0.335436 -0.646714

Antenna 166: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 2.533139 2.533139 2.170754 0.886366 0.656402 -0.728114 -0.407754 -0.511032 -0.656653

Antenna 166: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 1.598231 1.598231 1.517843 0.344664 0.327191 -0.159989 -0.267949 -0.515359 -0.354728

Antenna 166: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 2.497594 2.497594 1.982986 0.705751 0.553752 0.400669 -0.423919 -0.598694 -0.377679

Antenna 166: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 1.914086 1.914086 1.825145 0.371339 0.243305 0.131331 0.173717 -0.807440 -0.567619

Antenna 166: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 1.687363 1.687363 1.494861 0.673706 0.553947 0.581117 -1.085713 -0.764942 -0.869884

Antenna 166: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 1.769817 1.656356 1.769817 0.213886 0.245952 -1.349385 0.825667 -0.406096 1.019993

Antenna 166: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Temporal Variability 3.917372 1.755997 1.830104 0.628884 0.783918 3.917372 -0.718031 0.033033 -0.869035

Antenna 166: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 1.697332 1.532937 1.697332 0.343524 0.408042 1.040790 -0.463685 -0.372951 -0.611767

Antenna 166: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape 1.570760 1.569986 1.570760 0.280499 0.275249 0.835316 -1.163901 -0.308258 -0.678497

Antenna 166: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 29.340460 29.340460 17.401824 8.597533 5.840230 4.518760 9.359938 5.441078 13.470839

Antenna 166: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 17.474453 0.529452 17.474453 2.446744 12.476955 4.087746 4.083522 15.867517 10.603492

Antenna 166: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Temporal Variability 0.013666 -0.989965 -0.798347 -0.463651 -0.316931 -0.761787 0.013666 -0.724609 -0.418113

Antenna 166: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Power -0.506742 -1.312311 -1.371019 -0.848286 -0.506742 -0.958254 -0.667342 -0.844803 -0.576253

Antenna 166: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Temporal Variability 94.108348 28.823044 4.327631 9.589165 20.714780 4.930572 94.108348 16.002589 57.386177

Antenna 166: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Power 0.490545 -1.334371 -1.466238 0.471584 0.490545 0.325610 0.471365 -0.508302 0.258230

Antenna 166: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Temporal Variability -0.306877 -1.192740 -1.378204 -0.791942 -0.481350 -0.306877 -0.310047 -0.743562 -0.462307

Antenna 166: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Temporal Variability 2.608171 1.462384 1.343992 0.805985 1.031850 -1.006773 2.608171 -0.733050 -0.201175

Antenna 166: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Power 0.961947 0.860709 0.403579 0.961947 0.957135 -0.792204 0.394066 -0.039067 -1.132855

Antenna 166: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Temporal Discontinuties 21.069705 20.152120 -0.151171 2.469127 0.940328 10.149217 -0.596462 21.069705 0.214351

Antenna 166: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 15.192712 -0.084879 15.192712 0.672930 0.992890 4.116562 7.884491 1.412208 4.505581

Antenna 166: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Temporal Discontinuties 1337.169058 677.930996 677.930996 622.640691 622.640691 493.140741 493.140741 1337.169058 1337.169058

Antenna 166: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Temporal Discontinuties 1.831893 1.756587 1.756587 1.506832 1.506832 1.610478 1.610478 1.831893 1.831893

Antenna 166: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Temporal Discontinuties 10.249711 7.012991 7.012991 6.810065 6.810065 6.919855 6.919855 10.249711 10.249711

Antenna 166: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Temporal Discontinuties 75.315725 29.083685 32.547639 5.081217 5.709162 7.182364 5.397342 75.315725 50.732096

Antenna 166: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape 25.404568 25.404568 24.832476 7.972679 6.181962 11.855232 10.156892 13.179319 9.211963

Antenna 166: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape 10.699771 10.699771 9.269300 3.876589 3.016282 7.728811 5.965835 10.412558 5.780314

Antenna 166: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape 38.654839 38.654839 34.248941 3.912874 3.329751 8.419304 15.771029 4.489262 8.561583

Antenna 166: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Temporal Discontinuties 84.836602 38.866691 28.032371 4.226217 3.010353 9.397650 45.494173 10.183770 84.836602

Antenna 166: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 166: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape 24.731469 -0.314582 24.731469 0.742110 3.965572 2.895951 16.600886 4.089141 3.255517

Antenna 166: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Temporal Discontinuties 77.318389 21.782233 33.877845 1.558424 3.126152 22.584958 17.877493 77.318389 65.166849

Antenna 166: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Temporal Discontinuties 55.329109 36.351217 35.680140 3.263612 3.343677 11.017135 13.148592 26.865054 55.329109

Antenna 166: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Temporal Discontinuties 94.828929 40.524512 25.830352 3.980416 2.315891 10.141141 19.696002 49.191031 94.828929

Antenna 166: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Temporal Discontinuties 238.600156 2.212180 25.276446 2.140078 2.732606 1.767885 32.003966 9.576383 238.600156

Antenna 166: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Temporal Discontinuties 238.442336 18.629164 1.629864 1.766655 1.090248 56.929260 -0.125875 238.442336 2.394955

Antenna 166: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Temporal Discontinuties 54.104875 1.751578 38.758715 0.960845 3.791796 0.648736 16.404812 4.821770 54.104875

Antenna 166: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Temporal Discontinuties 69.023478 0.228795 1.954430 1.728235 1.232205 5.239721 0.841522 69.023478 2.936037

Antenna 166: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Shape 2.493540 2.493540 1.604139 0.893275 0.694323 0.005351 0.196881 0.052117 0.946751

Antenna 166: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 166: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Temporal Discontinuties 1.755972 -0.408868 0.153558 0.430358 1.200273 0.228649 0.529042 1.372631 1.755972

Antenna 166: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Power 69.390183 21.758001 20.108984 69.390183 67.123681 32.766641 32.733519 6.621098 5.553611

Antenna 166: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Power 59.655850 21.876670 19.895254 59.655850 58.076007 22.479749 22.124313 7.629286 6.231111

Antenna 166: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Power 76.441808 24.950254 23.171129 76.441808 74.013762 29.960966 29.547158 8.877560 13.985712

Antenna 166: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Temporal Variability 1.615619 -0.973508 0.351264 -0.362826 -0.272169 1.615619 0.263147 -0.756140 0.101414

Antenna 166: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Temporal Discontinuties 2.250866 -0.746867 -0.126958 -0.103380 -0.374551 -0.870870 -0.582935 2.250866 0.304574

Antenna 166: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Temporal Discontinuties 3.352751 -0.369198 -0.183967 0.204247 0.893023 0.048725 -0.004210 0.486590 3.352751

Antenna 166: 2459651

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Power 0.505604 -0.720582 -0.713016 0.226765 0.505604 -0.603079 -0.920071 0.171352 0.480056

Antenna 166: 2459650

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Temporal Discontinuties 0.713097 -0.947114 -0.654411 0.412548 -0.012886 -0.511023 -0.047535 0.713097 0.163425

Antenna 166: 2459649

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Temporal Discontinuties 0.651166 -0.811711 -0.731194 -0.720438 -0.013083 -0.331987 -0.996459 0.448779 0.651166

Antenna 166: 2459648

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 166: 2459647

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2459646

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 14 RF_maintenance nn Temporal Discontinuties 1.957848 1.061346 -0.567826 -0.456108 0.588747 1.302525 -0.235876 0.166529 1.957848